{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# N-BEATS\n",
    "In this notebook, we show an example of how **N-BEATS** can be used with darts. If you are new to darts, we recommend you first follow the [quick start](https://unit8co.github.io/darts/quickstart/00-quickstart.html) notebook. \n",
    "\n",
    "**N-BEATS** is a state-of-the-art model that shows the potential of **pure DL architectures** in the context of the time-series forecasting. It outperforms well-established statistical approaches on the *M3*, and *M4* competitions. For more details on the model, see: https://arxiv.org/pdf/1905.10437.pdf."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# fix python path if working locally\n",
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from darts import TimeSeries, concatenate\n",
    "from darts.utils.callbacks import TFMProgressBar\n",
    "from darts.models import NBEATSModel\n",
    "from darts.dataprocessing.transformers import Scaler, MissingValuesFiller\n",
    "from darts.metrics import mape, r2_score\n",
    "from darts.datasets import EnergyDataset\n",
    "from darts import concatenate\n",
    "\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)\n",
    "\n",
    "\n",
    "def generate_torch_kwargs():\n",
    "    # run torch models on CPU, and disable progress bars for all model stages except training.\n",
    "    return {\n",
    "        \"pl_trainer_kwargs\": {\n",
    "            \"accelerator\": \"cpu\",\n",
    "            \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n",
    "        }\n",
    "    }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_forecast(pred_series, ts_transformed, forecast_type, start_date=None):\n",
    "    plt.figure(figsize=(8, 5))\n",
    "    if start_date:\n",
    "        ts_transformed = ts_transformed.drop_before(start_date)\n",
    "    ts_transformed.univariate_component(0).plot(label=\"actual\")\n",
    "    pred_series.plot(label=(\"historic \" + forecast_type + \" forecasts\"))\n",
    "    plt.title(\n",
    "        \"R2: {}\".format(r2_score(ts_transformed.univariate_component(0), pred_series))\n",
    "    )\n",
    "    plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy generation example"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We test NBEATS on a daily energy generation dataset from a Run-of-river power plant, as it exhibits various levels of seasonalities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Hourly generation hydro run-of-river and poundage')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = EnergyDataset().load().pd_dataframe()\n",
    "df[\"generation hydro run-of-river and poundage\"].plot()\n",
    "plt.title(\"Hourly generation hydro run-of-river and poundage\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To simplify things, we work with the daily generation, and we fill the missing values present in the data by using the `MissingValuesFiller`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Daily generation hydro run-of-river and poundage')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_day_avg = df.groupby(df.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    "filler = MissingValuesFiller()\n",
    "scaler = Scaler()\n",
    "series = filler.transform(\n",
    "    TimeSeries.from_dataframe(\n",
    "        df_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n",
    "    )\n",
    ").astype(np.float32)\n",
    "\n",
    "train, val = series.split_after(pd.Timestamp(\"20170901\"))\n",
    "\n",
    "train_scaled = scaler.fit_transform(train)\n",
    "val_scaled = scaler.transform(val)\n",
    "series_scaled = scaler.transform(series)\n",
    "\n",
    "\n",
    "train_scaled.plot(label=\"training\")\n",
    "val_scaled.plot(label=\"val\")\n",
    "plt.title(\"Daily generation hydro run-of-river and poundage\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We split the data into train and validation sets. Normally we would need to use an additional test set to validate the model on unseen data, but we will skip it for this example."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generic architecture"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N-BEATS is a univariate model architecture that offers two configurations: a *generic* one and a *interpretable* one. The **generic architecture**  uses as little prior knowledge as possible, with no feature engineering, no scaling and no internal architectural components that may be considered time-series-specific. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To start off, we use a model with the generic architecture of N-BEATS:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = \"nbeats_run\"\n",
    "model_nbeats = NBEATSModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=7,\n",
    "    generic_architecture=True,\n",
    "    num_stacks=10,\n",
    "    num_blocks=1,\n",
    "    num_layers=4,\n",
    "    layer_widths=512,\n",
    "    n_epochs=100,\n",
    "    nr_epochs_val_period=1,\n",
    "    batch_size=800,\n",
    "    random_state=42,\n",
    "    model_name=model_name,\n",
    "    save_checkpoints=True,\n",
    "    force_reset=True,\n",
    "    **generate_torch_kwargs(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b1d7887232854d218c2c985af1f68549",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "NBEATSModel(generic_architecture=True, num_stacks=10, num_blocks=1, num_layers=4, layer_widths=512, expansion_coefficient_dim=5, trend_polynomial_degree=2, dropout=0.0, activation=ReLU, input_chunk_length=30, output_chunk_length=7, n_epochs=100, nr_epochs_val_period=1, batch_size=800, random_state=42, model_name=nbeats_run, save_checkpoints=True, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2b3d98fd0>]})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_nbeats.fit(train_scaled, val_series=val_scaled)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the model from the checkpoint that performed best on the validation set. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_nbeats = NBEATSModel.load_from_checkpoint(model_name=model_name, best=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the historical forecasts the model would have produced with an expanding training window, and a forecasting horizon of 7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "59ba1c2b2fcd4550b11c21b2c0e8730d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/69 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_series = model_nbeats.historical_forecasts(\n",
    "    series_scaled,\n",
    "    start=val.start_time(),\n",
    "    forecast_horizon=7,\n",
    "    stride=7,\n",
    "    last_points_only=False,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")\n",
    "pred_series = concatenate(pred_series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_forecast(\n",
    "    pred_series,\n",
    "    series_scaled,\n",
    "    \"7 day\",\n",
    "    start_date=val.start_time(),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Interpretable model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "N-BEATS offers an *interpretable architecture* consisting of two stacks: A **trend** stack and a **seasonality** stack. The architecture is designed so that:\n",
    "\n",
    "- The trend component is removed from the input  before it is fed into the seasonality stack \n",
    "- The **partial forecasts of trend and seasonality are available** as separate interpretable outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_name = \"nbeats_interpretable_run\"\n",
    "model_nbeats = NBEATSModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=7,\n",
    "    generic_architecture=False,\n",
    "    num_blocks=3,\n",
    "    num_layers=4,\n",
    "    layer_widths=512,\n",
    "    n_epochs=100,\n",
    "    nr_epochs_val_period=1,\n",
    "    batch_size=800,\n",
    "    random_state=42,\n",
    "    model_name=model_name,\n",
    "    save_checkpoints=True,\n",
    "    force_reset=True,\n",
    "    **generate_torch_kwargs(),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c8617c1398ef4c6e9589310cb501d8ec",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "NBEATSModel(generic_architecture=False, num_stacks=30, num_blocks=3, num_layers=4, layer_widths=512, expansion_coefficient_dim=5, trend_polynomial_degree=2, dropout=0.0, activation=ReLU, input_chunk_length=30, output_chunk_length=7, n_epochs=100, nr_epochs_val_period=1, batch_size=800, random_state=42, model_name=nbeats_interpretable_run, save_checkpoints=True, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2b3fc0790>]})"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_nbeats.fit(series=train_scaled, val_series=val_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_nbeats = NBEATSModel.load_from_checkpoint(model_name=model_name, best=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's see the historical forecasts the model would have produced with an expanding training window, and a forecasting horizon of 7:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "80997b3a992b4daa85838a21c5cdaade",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/69 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred_series = model_nbeats.historical_forecasts(\n",
    "    series_scaled,\n",
    "    start=val_scaled.start_time(),\n",
    "    forecast_horizon=7,\n",
    "    stride=7,\n",
    "    last_points_only=False,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")\n",
    "pred_series = concatenate(pred_series)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_forecast(\n",
    "    pred_series, series_scaled, \"7 day\", start_date=val_scaled.start_time()\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
